Pith. sign in
Pith Number

pith:DPRX4S7P

pith:2024:DPRX4S7PSRAOQTKK5UPMFIA5XN
not attested not anchored not stored refs pending

Laser Learning Environment: A new environment for coordination-critical multi-agent tasks

Ann Now\'e, Mark Van Achter, Rapha\"el Avalos, Tom Lenaerts, Yannick Molinghen

arxiv:2404.03596 v1 · 2024-04-04 · cs.LG · cs.AI · cs.MA

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{DPRX4S7PSRAOQTKK5UPMFIA5XN}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.
Receipt and verification
First computed 2026-07-05T08:04:27.967864Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1be37e4bef9440e84d4aed1ec2a01dbb4cea5e068ae1cd8b51366b59ef6646dd

Aliases

arxiv: 2404.03596 · arxiv_version: 2404.03596v1 · doi: 10.48550/arxiv.2404.03596 · pith_short_12: DPRX4S7PSRAO · pith_short_16: DPRX4S7PSRAOQTKK · pith_short_8: DPRX4S7P
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DPRX4S7PSRAOQTKK5UPMFIA5XN \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 1be37e4bef9440e84d4aed1ec2a01dbb4cea5e068ae1cd8b51366b59ef6646dd
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d40cfc5e32b207f0527035b53092933722419135a9d65d760333849ea959f53a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-04T17:05:42Z",
    "title_canon_sha256": "4dc1219b46896fe783f199b3b70fd3d346d7dd827fab58cfd377891849f5ceca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.03596",
    "kind": "arxiv",
    "version": 1
  }
}